{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "a14b0752",
   "metadata": {},
   "source": [
    "### 图例"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b53c10fb",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T12:29:17.150223Z",
     "start_time": "2022-05-09T12:29:17.024314Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.legend.Legend at 0x268ca506fd0>"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = np.linspace(0,2*np.pi,50)\n",
    "plt.figure(figsize=(9,6))\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)\n",
    "# plt.plot(x,y1,label = 'Sin')\n",
    "# plt.plot(x,y2,label = 'Cos')\n",
    "plt.plot(x,y1)\n",
    "plt.plot(x,y2)\n",
    "# (x, y, width, height)\n",
    "# plt.legend(loc = 'upper right',\n",
    "#            fontsize = 20,\n",
    "#            ncol = 2,bbox_to_anchor = [0,0,0.02,0.04]) # 显示图例\n",
    "plt.legend(labels = ['Sin','Cos'],loc = 'center',\n",
    "           fontsize = 20,\n",
    "           ncol = 2,bbox_to_anchor = [0.5,1.1,0,0]) # 显示图例"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "eb1ce8a7",
   "metadata": {},
   "source": [
    "### 脊柱移动"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 52,
   "id": "1261f9fa",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T12:41:44.732783Z",
     "start_time": "2022-05-09T12:41:44.622782Z"
    },
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.axis.YTick at 0x268cac21bb0>,\n",
       " <matplotlib.axis.YTick at 0x268cac10580>,\n",
       " <matplotlib.axis.YTick at 0x268cac29e20>]"
      ]
     },
     "execution_count": 52,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.figure(figsize=(9,6))\n",
    "\n",
    "plt.plot(x,y1,x,y2)\n",
    "\n",
    "ax = plt.gca() # 获取当前视图Axes，axis[axis = 1,0]\n",
    "\n",
    "# 右边和上面的脊柱消失\n",
    "ax.spines['right'].set_color('white')\n",
    "ax.spines['top'].set_alpha(0)\n",
    "\n",
    "# 移动\n",
    "ax.spines['bottom'].set_position(('data',0))\n",
    "ax.spines['left'].set_position(('data',np.pi))\n",
    "# plt.yticks，因为默认情况下，对plt设置，设置的就是当前视图\n",
    "# _ = plt.yticks([-1,0,1]) # plt,最大的变量，import matplotlib.pyplot as plt\n",
    "ax.set_yticks([-1,0,1]) # ax表示当前视图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "9c6ecd6b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T12:36:12.039153Z",
     "start_time": "2022-05-09T12:36:12.020032Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.spines.Spine at 0x268ca6cff70>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "bottom = ax.spines['bottom']\n",
    "bottom.set_position()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2d68a4b0",
   "metadata": {},
   "source": [
    "### 图片保存"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 78,
   "id": "3eedddf4",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:10:24.054476Z",
     "start_time": "2022-05-09T13:10:23.848178Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# fig 图形，图形包含视图，可以包含多个\n",
    "fig = plt.figure(linewidth = 16,facecolor='m',edgecolor='lightgreen') # 看不到效果\n",
    "# plt.figure(figsize=(9,6))\n",
    "fig.set_figwidth(9)\n",
    "fig.set_figheight(6)\n",
    "plt.plot(x,y1,x,y2)\n",
    "\n",
    "ax = plt.gca() # 视图\n",
    "ax.set_facecolor('lightgreen')\n",
    "\n",
    "plt.legend(['Sin','Cos'],loc = 'center',bbox_to_anchor = [0.5,1.1,0,0],ncol = 2,fontsize = 20)\n",
    "plt.title('Sin Vs Cos',pad = 60)\n",
    "plt.ylabel('f(x) = sin(x) vs cos(x)',rotation = 0,fontsize = 20,labelpad = 100)\n",
    "plt.savefig('./2.pdf',dpi = 300,bbox_inches = 'tight')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ff0ffc0e",
   "metadata": {},
   "source": [
    "### 风格样式"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 110,
   "id": "a5ad002f",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:37:06.997988Z",
     "start_time": "2022-05-09T13:37:06.872451Z"
    },
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "x = np.linspace(0,2*np.pi,20)\n",
    "y1 = np.sin(x)\n",
    "y2 = np.cos(x)\n",
    "\n",
    "# 设置颜色，线型，点型\n",
    "# plt.plot(x,y1,color = 'blueviolet',ls = '-.',marker = 'p')\n",
    "# plt.plot(x,y2,color = '#FF00EE',ls = '--',marker = 'o')\n",
    "# # 红绿蓝 jpg 数值范围：0 到 255，整数\n",
    "# # png，数值范围：0 到1，浮点数\n",
    "# # jpg，png哪种图片更清晰？png (0.2,0.7,0.3)\n",
    "# plt.plot(x,y1 + y2,color = np.random.random(3),marker = '*',ls = ':')\n",
    "\n",
    "# plt.plot(x,y1 + 2*y2,linewidth = 5,alpha = 0.7,color = 'orange') # 线宽、透明度\n",
    "\n",
    "# plt.plot(x,2*y1 - y2,'bo--') # 参数连用\n",
    "# plt.plot(x,2*y1 - y2,color = 'b',marker = 'o',ls = '--')\n",
    "line, = plt.plot(x,y1,color = 'blueviolet')\n",
    "line.set_dashes([5,3,1,2])# 控制，这条线的间隔，相当于自定义了，linestyle"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 101,
   "id": "e442621b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:34:51.128353Z",
     "start_time": "2022-05-09T13:34:51.106926Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[1, 2, 3]"
      ]
     },
     "execution_count": 101,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "num = [1,2,3]\n",
    "num"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 102,
   "id": "b7952a93",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:35:00.490001Z",
     "start_time": "2022-05-09T13:35:00.475964Z"
    }
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[1, 2, 3]\n"
     ]
    }
   ],
   "source": [
    "a = num\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 105,
   "id": "380f3a69",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:36:10.936576Z",
     "start_time": "2022-05-09T13:36:10.931576Z"
    },
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n",
      "2\n",
      "3\n"
     ]
    }
   ],
   "source": [
    "a,b,c = num # 从num这个列表中，取出三个元素，分别就进行赋值\n",
    "print(a)\n",
    "print(b)\n",
    "print(c)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 108,
   "id": "6f5b7e76",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:36:34.711655Z",
     "start_time": "2022-05-09T13:36:34.699993Z"
    },
    "collapsed": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "1\n"
     ]
    }
   ],
   "source": [
    "num = [1]\n",
    "a, = num\n",
    "print(a)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 114,
   "id": "ac6a1885",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:38:50.827682Z",
     "start_time": "2022-05-09T13:38:50.694485Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "def f(x):\n",
    "    return np.exp(-x) * np.cos(2*np.pi*x)\n",
    "x = np.linspace(0,5,50)\n",
    "plt.figure(figsize=(9,6))\n",
    "plt.plot(x,f(x),color = 'purple',\n",
    "         marker = 'o',\n",
    "         ls = '--',\n",
    "         lw = 2,\n",
    "         alpha = 0.6,\n",
    "         markerfacecolor = 'red',# 点颜色\n",
    "         markersize = 10,# 点大小\n",
    "         markeredgecolor = 'green',#点边缘颜色\n",
    "         markeredgewidth = 2)#点边缘宽度\n",
    "plt.xticks(size = 18) # 设置刻度大小\n",
    "_ = plt.yticks(size = 18)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "a776686b",
   "metadata": {},
   "source": [
    "### 子视图"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 124,
   "id": "cf1795d0",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:44:51.962824Z",
     "start_time": "2022-05-09T13:44:51.669156Z"
    },
    "collapsed": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x268cfcaec40>]"
      ]
     },
     "execution_count": 124,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 4 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,2*np.pi,50)\n",
    "y1 = np.sin(x)\n",
    "plt.figure(figsize=(9,6))\n",
    "\n",
    "# subway 地铁，地下\n",
    "# railway 铁路，地上\n",
    "ax = plt.subplot(221)\n",
    "ax.plot(x,y1,color = 'red')\n",
    "ax.set_facecolor('green')\n",
    "\n",
    "ax = plt.subplot(222)\n",
    "ax.plot(x,y1,color = 'red')\n",
    "\n",
    "ax = plt.subplot(223)\n",
    "ax.plot(x,y1,color = 'green')\n",
    "\n",
    "ax = plt.subplot(2,2,4)\n",
    "y2 = np.cos(x)\n",
    "ax.plot(x,y2,color = 'm')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 129,
   "id": "47d59639",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:49:35.822670Z",
     "start_time": "2022-05-09T13:49:35.615096Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x268d44ce130>]"
      ]
     },
     "execution_count": 129,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,2*np.pi,50)\n",
    "y1 = np.sin(x)\n",
    "plt.figure(figsize=(9,6))\n",
    "\n",
    "# subway 地铁，地下\n",
    "# railway 铁路，地上\n",
    "ax = plt.subplot(221)\n",
    "ax.plot(x,y1,color = 'red')\n",
    "ax.set_facecolor('green')\n",
    "\n",
    "ax = plt.subplot(222)\n",
    "ax.plot(x,y1,color = 'red')\n",
    "\n",
    "# ax = plt.subplot(2,2,(3,4)) # 将第三个子视图和第四个子视图，作为一个整体\n",
    "# ax.plot(x,y1,marker = '*',ls = '--')\n",
    "\n",
    "# 第三个图\n",
    "ax = plt.subplot(2,1,2) # 将第三个子视图和第四个子视图，作为一个整体\n",
    "ax.plot(x,y1,marker = '*',ls = '--')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 133,
   "id": "5eda842b",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:51:45.076868Z",
     "start_time": "2022-05-09T13:51:44.838665Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x268d473d730>]"
      ]
     },
     "execution_count": 133,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(0,2*np.pi,50)\n",
    "y1 = np.sin(x)\n",
    "plt.figure(figsize=(9,6))\n",
    "\n",
    "# subway 地铁，地下\n",
    "# railway 铁路，地上\n",
    "ax = plt.subplot(2,2,(1,3))\n",
    "ax.plot(x,y1,color = 'red')\n",
    "ax.set_facecolor('green')\n",
    "\n",
    "ax = plt.subplot(222)\n",
    "ax.plot(x,y1,color = 'red')\n",
    "ax = plt.subplot(224)\n",
    "ax.plot(x,y1,color = 'red')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9b0932a9",
   "metadata": {},
   "source": [
    "### 嵌套"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 143,
   "id": "e6466461",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T13:57:53.773434Z",
     "start_time": "2022-05-09T13:57:53.539952Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x268d643d160>]"
      ]
     },
     "execution_count": 143,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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4j1+2JvDZ6lj63VaF3o0DTMdxWrdX92FYl5rM33mMKSsPmI4jkEJFiFsyaeMkdiftZkKXCRR1d561K+6qcRd3Vr+TN1a+QcK5BNNxRI6dCWcZ/vNOmlYryyt3Os70d0cV0TqQ8HqV+GDxPpbvPW46TqEnhcp1LFy4kBo1ahAcHMyYMWOuuH369On4+PhQv3596tevz2effWYgpShIiecSeX3l69wRcgfhNcJNx7G5iV0mkqWzeH7R86ajCCApJY2IryPxLu7JlL4NcXeVP9v5TSnF2J51qeVbkiEztxFzQraZMEl+4q8hKyuLgQMHsmDBAqKiopg5cyZRUVFXHHffffexbds2tm3bxoABAwwkFQXpxSUvkpGVwYQuExx6AO3VVCtTjREtR/Bj1I8sObDEdJxCLT0zm6e/3czpi+n876FGlCvuaTpSoVHEw5X/PdQIdzcXIr6O5FyqjNsyRQqVa9i4cSPBwcEEBgbi4eFBnz59mDNnjulYwqCVcSuZtWsWI1qOIKhskOk4+ealFi8RVCaIQQsGycBag96at5tNcacZ27Mutf1KmY5T6PiXKcqUvg05fPIiz83aRna2DK41wSaFilKqi1Jqn1IqRik1PJfbP1JKbcv52K+UOnPZbVmX3TbXFnlsJTExkYCAfwat+fv7k5iYeMVxP//8M3Xr1qVXr17Ex8fn+ljTpk3DYrFgsVhISkrKt8wi/2itGb50OAElA3ipxUum4+QrLzcvxnUex/6T+5m+bbrpOIXSzI2H+Wb9YZ5oHSi7IRvULLAcr91Vi2V7TzBuyX7TcQqlPBcqSilX4GOgK1ALuF8p9a/RXlrr57TW9bXW9YFJwOzLbr70121aa4c74X/XXXcRFxfHjh076NixI/369cv1uIiICCIjI4mMjMTHx6eAUwpbmLd/HhsSN/Da7a9RxL2I6Tj57q7qd9HUrylv/fkWqZmppuMUKpsPneK1ObtoXd2Hl7rUNB2n0HuoWRV6W/yZvCKG+Ttl9eaCZouOShMgRmt9UGudDswCul/j+PuBmTZ43nzn5+f3rw5JQkICfn7//s+mXLlyeHpazxsPGDCAzZs3F2hGUTCydTavrHiFoDJB9KuXezHqbJRSjGo3ioRzCUzbPM10nELj2NlUnvxmC5VKF2FSnwa4ujjfOChHo5Ti7btr06ByaV78cTt7j50zHalQsUWh4gdcfr4jIee6KyilqgDVgOWXXe2llIpUSq1XSt1tgzw207hxY6Kjo4mNjSU9PZ1Zs2YRHv7vps/Ro/9U13PnziU0NLSgY4oC8FPUT+w4voM327yJu6u76TgFpn219rSp2obRq0ZzIf2C6ThOLzUjiye+juRiWiafPmyhVNHC87Nm7zzdXJn6YCOKe7rx+FeRnL6QbjpSoVHQg2n7AD9prbMuu66K1toCPACMV0rlOkJRKRWRU9BEFtQYDzc3NyZPnkznzp0JDQ2ld+/ehIWF8dprrzF3rnU4zcSJEwkLC6NevXpMnDiR6dOnF0g2UXAyszN5bcVrhPmE0ad2H9NxCpRSilFtR3HiwgkmbZxkOo5T01oz8pddbE84y7j76lO9QgnTkcR/VCjpxdSHGnH8bBrPzNxKZla26UiFgsrrEsFKqduAN7TWnXMujwDQWr+by7FbgYFa67VXeazpwDyt9U/Xek6LxaIjIyPzlNski8WCI+cvbKZvm86jcx7l594/O+zGg3nV7dturE9YT+yQWEp52W72ifwu/OPLNbG8+VsUQ9qH8FzH6qbjiGv4YVM8L/28gwEtq8kCfDailNqc07S4gi06KpuAEKVUNaWUB9auyRWzd5RSNYEywLrLriujlPLM+dobaAFcuVCJEIakZ6Xz5h9v0si3ET1q9jAdx5hR7UZxOvU049aNMx3FKa2NSWbU73voWKsCQ9o7/r5Rzq534wD63VaFz1bHMnuLrOCc3/JcqGitM4FBwCJgD/CD1nq3UuotpdTlAzr6ALP0v1s4oUCkUmo7sAIYo7WWQkXYjc+3fE7cmThGtRvllIu73aiGvg3pGdqTcevHkXwx2XQcpxJ/6iIDv9tCNe9ijOtdDxcZPOsQXrmzFk2rlWX47J3sSDhjOo5Ts8kYFa31fK11da11kNZ6dM51r2mt5152zBta6+H/ud9arXUdrXW9nM+f2yKPELZwKeMSo1aNomXllnQO6mw6jnFvtX2LC+kXGLt6rOkoTuNieiYRX28mK1vz6cMWSnjJ4FlH4e7qwpS+DfEp7skTX28mKSXNdCSnJSvTCnEVUzZN4UjKEUa1LdzdlL/U8qlF37p9mbxpMkdTZC0JW3jll13sPXaOifc3oJp3MdNxxE0qV9yT/z3UiNMX0xn03RZZuTafSKEiRC5S0lIYs2YMHQM7cnvV203HsRtv3P4GmdmZjF412nQUh/fn/iRmb03kmbbBtKlR3nQccYtq+5XizfAwNsSe4ofI3FcmF3kjhYoQuZiwYQLJF5MZ1W6U6Sh2JahsEI/Vf4xpm6cRdybOdByHlZqRxatzdhHoXYyB7YJNxxF51NsSQJNqZXl3wV5OnpdTQLYmhYoQ/3H60mk+WPsB4TXCaeLXxHQcu/NK61esK3X+8bbpKA7r4xUxHDp5kVF318bTzdV0HJFHSilG312bi+mZjJ6/x3QcpyOFihD/8f7a9zmXdo6328obcW4CSgXwlOUpZmyfwf6TsknbzYo5cZ6pfxygRwM/mgd7m44jbCSkQgkiWgcye0siaw/IzDhbkkJFiMucunSKSRsncW/YvdStUNd0HLs1ouUIPFw9eGfVO6ajOBTr6rM7KeLuysg7ZLsNZ/NMuxAqly3KK7/uIi0z6/p3EDdEChUhLjNxw0TOp5/nlVavmI5i1yoUr0BEowi+2fENsadjTcdxGD9vSWRD7CmGdw3Fu7in6TjCxrzcXXmrexgHky7wvz8Omo7jNKRQESLHubRzTNwwke41ulOnQh3Tcezei81fxNXFlffWvGc6ikM4fSGdd+bvoWHl0vRpHGA6jsgnbWqU5466vkxeEUNcsmzkaQtSqAiR45NNn3A69TQjW400HcUh+Jf059H6j/LFti9IPJdoOo7dG7NgL2cvZTC6Rx1ZfdbJvXZnLTxdXXh1zi7yup+ekEJFCAAuZlzkw3Uf0imoE439GpuO4zCGtRhGVnYWH6770HQUu7Yp7hTfR8YzoGU1Qn1Lmo4j8lmFkl682LkGq6KTmbv9iOk4Dk8KFSGAz7Z8RtLFJBmbcpOqlalG37p9mRo5laQLSabj2KX0zGxG/rITv9JFGNJBNhwsLB5sVoW6/qV4e94ezl7KMB3HoUmhIgq9tMw03lvzHq2rtKZVlVam4zicES1HkJqZykfrPzIdxS59tvog+4+f583wMIp6uJmOIwqIq4vinR51OHUhjfcX7TUdx6FJoSIKva+2f0ViSqKMTblFNb1r0qtWLyZvnMzpS6dNx7Er8acuMnFZNJ3DKtChVgXTcUQBq+1Xin7Nq/LthsNsPSy/G7dKChVRqGVmZ/Lu6ndpXKkxHQM7mo7jsEa2GklKegqTN042HcVuaK15bc4uXJXi9bvCTMcRhjzfsTrlS3jy8i+7yMzKNh3HIUmhIgq1mTtnEnsmlpGtRsoOyXlQr2I97qp+F+M3jOd8+nnTcezCwl3HWLEviec6VqdS6SKm4whDSni588ZdYew5eo7pa+NMx3FIUqiIQitbZ/PO6neoU74Od9W4y3Qchzey1UhOXTrF1MippqMYl5KawRu/7aaWb0keaV7VdBxhWJfaFWlXszzjluznyJlLpuM4HClURKE1e89s9ibvZWSrkbgo+VXIq6b+TekQ2IEP1n7ApYzC/cf4w8X7OZGSxjv31MHNVX62CjulFG+Gh5GtNW/M3W06jsOR36DrWLhwITVq1CA4OJgxY8ZccXtaWhr33XcfwcHBNG3alLi4uIIPKW6a1prRq0ZTvVx1etXqZTqO03il1Sscv3CcL7Z+YTqKMTsTzvLVujgebFqF+gGlTccRdiKgbFGGtK/O4qjjLIk6bjqOQ5FC5RqysrIYOHAgCxYsICoqipkzZxIVFfWvYz7//HPKlClDTEwMzz33HMOGDTOUVtyM+dHz2XZsGyNajsDVxdV0HKfRukprWgS0YOyasaRnpZuOU+CysjUjf91JueKevNi5huk4ws4MaFWN6hWK8/qcXVxIyzQdx2FIoXINGzduJDg4mMDAQDw8POjTpw9z5sz51zFz5syhX79+APTq1Ytly5blecnkIylH+Gr7V3l6DHF1WmtGrRpFlVJV6Funr+k4TkUpxSutXyH+XDzf7PjGdJwC9836Q+xIOMurd9aiVBF303GEnXF3deGdHnU4cjaVCcuiTcdxGFKoXENiYiIBAf9sHubv709iYuJVj3Fzc6NUqVKcPHnyiseaNm0aFosFi8VCUtK1V/D8eOPHPPLrI+xL3meDVyH+a0XcCtYnrGdYi2G4u8qbia11DupMI99GhW5Q7fFzqby/aB+tQry5q66v6TjCTlmqlqVP4wA+Xx1L1JFzpuM4BClUCkhERASRkZFERkbi4+NzzWOfbfYsXm5evLv63QJKV7iM+nMUvsV9ebTBo6ajOCWlFN/e8y1LH15qOkqBemteFOlZ2bzdvbZMdRfXNKxLTUoVcWfkrzvJzpZNC69HCpVr8PPzIz4+/u/LCQkJ+Pn5XfWYzMxMzp49S7ly5fL0vD7FfHii0RN8s+Mb4s7E5emxxL+tjV/LirgVDG0+FC83L9NxnFYN7xqU9Cw8m++t3HeC33cc5Zm2wVT1LmY6jrBzZYp5MLJbKFsPn2HmpsOm49g9KVSuoXHjxkRHRxMbG0t6ejqzZs0iPDz8X8eEh4czY8YMAH766SfatWtnk/+mXmz+Iq4uroxdPTbPjyX+MXrVaLyLehPRKMJ0FOEkLqVn8eqcXQT5FCPi9kDTcYSDuKehH80CyzJ2wV6SUtJMx7FrUqhcg5ubG5MnT6Zz586EhobSu3dvwsLCeO2115g7dy4A/fv35+TJkwQHBzNu3LhcpzDfCr+Sfjxa/1G+2PYFiecSr38HcV1bjm5hfvR8nmv2HMU85L9eYRuTV0QTf+oSo+6ug6ebzCATN0Ypxai763ApI4vRv0dd/w6FmMrrDBUTLBaLjoyMNB3jllksFm4kf+zpWEImhTC46WDGdR5XAMmcW88ferLs4DIOPXuIUl6lTMcR3Pjvgr2KPp5Ct4mrCK/nx4e965mOIxzQuMX7mLg8hm/6N6VliLfpOMYopTZrrS253SYdFTtWrUw1+tbty9TIqSRduPZMIXFtu0/sZvae2TzT5BkpUoRNaK0Z+csuinm68XK3mqbjCAf1dNtgqpQryqtzdpGakWU6jl2SQsXOjWg5gtTMVD5a/5HpKA7t3dXvUsy9GEOaDTEdRTiJHzcnsDHuFCO61qRccU/TcYSD8nJ3ZdTdtYlNvsAnKw+YjmOXbFKoKKW6KKX2KaVilFLDc7n9EaVUklJqW87HgMtu66eUis756GeLPM6kpndNetXqxeSNkzl96bTpOA7pwKkDzNw1kyctT+JdtPC2VoXtnLqQzrvz99C4ahnubRRw/TsIcQ2tQnwIr1eJT1Ye4ECS7D7+X3kuVJRSrsDHQFegFnC/UqpWLod+r7Wun/PxWc59ywKvA02BJsDrSqkyec3kbEa2GklKegqTN042HcUhjVk9BncXd1647QXTUYSTeHf+HlJSMxndow4uLrJmisi7V+4MxdPdhVd/3ZXn1c2djS06Kk2AGK31Qa11OjAL6H6D9+0MLNFan9JanwaWAF1skMmp1KtYj7uq38X4DeM5ny7V9s2IPxvPjO0z6N+gP74lZLVQkXcbDp7kx80JPN46kOoVSpiOI5xE+RJevNSlJmsPnOTXbTLT83K2KFT8gPjLLifkXPdfPZVSO5RSPyml/uqV3uh9C72RrUZy6tKpQrcseV69v/Z9NJqXWrxkOopwAlnZmtfn7sa/TBEGtwsxHUc4mQeaVKZ+QGlG/75HNi28TEENpv0NqKq1rou1azLjZh9AKRWhlIpUSkVeb68cZ9TUvykdAjvwwdoPuJRxyXQch3Ds/DE+3fIpD9d9mCqlq5iOI5zAnG2J7D2WwvCuNSniIWumCNtydVG8emctks+n88XqWNNx7IYtCpVE4PLRZP451/1Na31Sa/3X0nufAY1u9L6XPcY0rbVFa2253l45zmpkq5Ecv3Ccz7d+bjqKQxi3bhzpWekMb3nF+G4hblpaZhbjluyntl9JutWW04gifzSqUoaOtSow7c+DnLqQbjqOXbBFobIJCFFKVVNKeQB9gLmXH6CUuvy3OhzYk/P1IqCTUqpMziDaTjnXiVzcXuV2WgS04L0175GeJT/A13Ly4kk+ifyE+8LuI6SctOhF3s3ccJiE05cY1qWmDKAV+Wpo5xpcSM/kk5UxpqPYhTwXKlrrTGAQ1gJjD/CD1nq3UuotpdRfG+MMVkrtVkptBwYDj+Tc9xTwNtZiZxPwVs51IhdKKUa2Gkn8uXimb5tuOo5dG7/eOvD45VYvm44inMD5tEwmLY+heVA5WgbLFHeRv6pXKME9Df2Zse4QiWfkVL9NxqhoredrratrrYO01qNzrntNaz035+sRWuswrXU9rXVbrfXey+77hdY6OOfjS1vkcWZdgrvQ1K8pb//5NqmZqabj2KWkC0mM3zCee2vdS+3ytU3HEU7g81WxnLyQzktdatpk01EhrufZDiGgYcLS/aajGCcr0zoYpRSj2o0i4VwC0zZPMx3HLo1dM5aLGRd5s82bpqMIJ3DyfBqfrjpIl7CK1A8obTqOKCT8yxTlwWZV+GlzAjEnUkzHMUoKFQfUvlp72lRtw+hVo7mQfsF0HLtyJOUIH2/6mAfrPkioT6jpOMIJTFl5gIvpmbzYubrpKKKQGdg2iKIebnywqHB3VaRQcUBKKUa1HcWJCydktdr/GP3naDKzM3n99tdNRxFOIPHMJb5ed4h7GwUQXF4WdxMFq1xxTx5vFcjC3cfYFn/GdBxjpFBxUC0qt6BrcFfGrhnL2dSzpuPYhbgzcXy65VMGNBhAYJlA03GEE/hoyX5QMKSDzBwTZvRvVY1yxTwYu2BvoV1aXwoVBzaq3ShOp55m3LpxpqPYhTf/eBMX5cLI1iNNRxFOYP/xFGZvSaDfbVWoVLqI6TiikCru6cagdsGsO3iSVdHJpuMYIYWKA2vo25CeoT0Zt34cyRcL5w/wX/Ym7+Wr7V/xdOOn8S/pbzqOcAIfLNpHMQ83nm4TbDqKKOQeaFoZ/zJFeG/RXrKzC19XRQoVB/dmmze5kH6B99a8ZzqKUW+sfIMibkVkFVphE1sOn2Zx1HGeuD2QMsU8TMcRhZynmyvPd6zOrsRzzN911HScAieFioMLKx9G37p9mbxxMkdTCt8PMMD2Y9v5fvf3DGk6hPLFypuOIxyc1pqxC/biXdyTR1tUMx1HCAC61/ejRoUSfLh4PxlZ2abjFCgpVJzAG7e/QXpWOqNXjTYdxYhXV7xKKc9SvNj8RdNRhBP4Y38SG2JPMbh9MMU83UzHEQKwblg4tHMNYpMv8ENkvOk4BUoKlas4deoUHTt2JCQkhI4dO3L69Olcj3N1daV+/frUr1+f8PDwXI/Jb0Flg3iswWNM2zyNQ2cOGclgyoaEDfy2/zeGNh9KmSJlTMcRDi47W/Pewn0ElC1Cn8aVTccR4l/ah5anUZUyTFgazaX0LNNxCowUKlcxZswY2rdvT3R0NO3bt2fMmDG5HlekSBG2bdvGtm3bmDt3bq7HFIRXW7+KUoq3/njLWAYTXlnxCt5FvRnSbIjpKMIJzNt5lKij53ihYw083OTPo7AvSimGdanJiZQ0pq+NMx2nwMhv4lXMmTOHfv36AdCvXz9+/fVXs4GuI6BUAE9ZnmLG9hnsP1k4VjFcGbeSpQeXMqLlCIp7FDcdRzi4jKxsPly8j5oVSxBer5LpOELkqkm1srSrWZ5PVsZw9mKG6TgFQgqVqzh+/Di+vr4AVKxYkePHj+d6XGpqKhaLhWbNmhkvZka0HIGnmyevLH/FaI6CkK2zeXnZy1QqUYmnLE+ZjiOcwPeb4jl08iLDutTExUU2HhT2a2jnGqSkZTL1zwOmoxSIQj1SrEOHDhw7duyK60eP/vegVKXUVXdMPXToEH5+fhw8eJB27dpRp04dgoKCrjhu2rRpTJtm3UQwKSnJBumvVKF4BYY2H8qbf7zJ8tjltKvWLl+exx58vf1r1iWs4/PwzyniLotxiby5lJ7FhGXRNKlaljY1fEzHEeKaQn1L0r1eJb5cE8sjzatSoaSX6Uj5qlB3VJYuXcquXbuu+OjevTsVKlTg6FHrdN+jR49Svnzu0179/PwACAwMpE2bNmzdujXX4yIiIoiMjCQyMhIfn/z7QzisxTCqla7GoPmDSM9Kz7fnMen0pdMMXTKU2/xv45H6j5iOI5zAF2tiSUpJ46UuNa76T4kQ9uT5jjXIzNJMWBZtOkq+K9SFyrWEh4czY8YMAGbMmEH37t2vOOb06dOkpaUBkJyczJo1a6hVq1aB5vyvIu5FmNh1InuS9zB+/XijWfLLqyte5eSlk0y5YwouSn6ERd6cuZjO1D8O0CG0PJaqZU3HEeKGVC5XlAeaVub7TfHEJl8wHSdfyV/5qxg+fDhLliwhJCSEpUuXMny4dcXTyMhIBgwYAMCePXuwWCzUq1ePtm3bMnz4cOOFCsCd1e8kvEY4b/3xFvFnnWu+/ZajW/gk8hMGNh5I/Yr1TccRTuCTPw5wPi2ToZ1rmo4ixE15pl0Inm4ufLh4n+ko+Uo54m6MFotFR0ZGmo5xyywWC/mdP/Z0LLWm1OLO6nfy470/5utzFZRsnU3zz5sTdyaOvYP2UtqrtOlIIo8K4nfhWo6dTeX291dwR11fxvWubyyHELfqw8X7mLQ8hnnPtKS2XynTcW6ZUmqz1tqS223SUXFS1cpUY2SrkfwU9ROLDyw2Hccmvtj6BRsSN/B+x/elSBE2MWFZNNla81yH6qajCHFLHm8dSOmi7ry3yHm7KlKoOLGhzYcSXDaYQfMHkZaZZjpOnpy8eJLhS4fTqnIrHqz7oOk4wgkcSDrPD5Hx9G1ahYCyRU3HEeKWlPRyZ2CbYP7cn8TaA8mm4+QLKVScmKebJ5O7Tib6VDQfrvvQdJw8eXnZy5xJPcPH3T6WWRnCJsYt3o+XmwuD2gWbjiJEnjx0WxV8S3kxduE+HHE4x/VIoeLkOgd3pmdoT0b9Ocph9wHamLiRT7d8yuCmg6lToY7pOMIJ7Eg4w+87jzKgVSDexT1NxxEiT7zcXXmuQ3W2x59h0e7cFyd1ZFKoFAIfdf4IpRTPLnrWdJSblpWdxdO/P03F4hV5o80bpuMIJ/H+on2ULebBgFbVTEcRwibuaehHkE8xPli8j8ysbNNxbEoKlUIgoFQAr7V+jV/3/sr86Pmm49yUT7d8yuajm/mw04eU9CxpOo5wAmtiklkVnczAtsGU8HI3HUcIm3BzdWFo5xrEnDjP7K2JpuPYlBQqhcRztz1HTe+aDF4wmAvpjrE40LHzx3h52cu0rdqWPrX7mI4jnIDWmvcW7sWvdBH6Nq1sOo4QNtU5rCL1/Esxfsl+UjOyTMexGSlUCgkPVw+m3jGV2DOxDPhtgN0PuMrIyqD3j71JzUyVAbTCZhbuOsb2hLM82yEEL3dX03GEsCmlFMO61OTI2VS+We+YYxJzI4VKIXJ71dsZ3W40s3bNsvvl9YcuGcqqw6v49K5PCfUJNR1HOIHMrGzeX7yPkPLFuaehv+k4QuSL5sHetArx5uMVMZxLzTAdxyakUClkhrUYRo+aPRi6ZCh/xP1hOk6uZu6cyYQNExjcZDB96/Y1HUc4iZ+3JHAw6QJDO9fA1UU6dMJ5vdS5JqcvZvDZnwdNR7EJmxQqSqkuSql9SqkYpdTwXG5/XikVpZTaoZRappSqctltWUqpbTkfc22RR1ydUorpd08nuGwwvX/qTeI5+xp0teP4DvrP7U/Lyi35oNMHpuMIJ5GakcX4pdE0qFyajrUqmI4jRL6q41+KO+r68tlq667gji7PhYpSyhX4GOgK1ALuV0r9d2e+rYBFa10X+Al477LbLmmt6+d8hOc1j7i+kp4lmX3fbC5mXKTXj73sZtXaM6lnuOf7eyjtVZofev2Au6vMyBC28fW6Qxw9m8qwLjVlvJMoFF7oWJ20zGw+XhFjOkqe2aKj0gSI0Vof1FqnA7OA7pcfoLVeobW+mHNxPSAniA2r5VOLL7t/yfqE9Ty36DnTccjW2Tz0y0McOnuIn3r/hG8JX9ORhJO4kJbJlJUxtK7uQ7PAcqbjCFEgAn2K09sSwLcbDnHkzCXTcfLEFoWKHxB/2eWEnOuupj+w4LLLXkqpSKXUeqXU3TbII25Qr1q9eKn5S3wS+QnTt003mmXUn6OYt38e4zuPp3lAc6NZhHP5ev0hTl/M4PmOsvGgKFz+2h7ik5UHDCfJmwIdTKuUehCwAO9fdnWVnK2dHwDGK6WCrnLfiJyCJjIpKakA0hYOo9uPpl21djw570m2HN1iJMP86Pm8sfINHqr7EE83ftpIBuGcLqZn8umfB7m9ug/1A0qbjiNEgfIrXYRejQL4flM8R886blfFFoVKIhBw2WX/nOv+RSnVARgJhGut/x4UobVOzPl8EFgJNMjtSbTW07TWFq21xcfHxwaxBYCbixuzes6ifLHy3PP9PSRfLNjdNw+cOkDf2X2pW6EuU++cKuMHhE19s/4QJy+kM7h9iOkoQhjxdJsgsrVmqgN3VWxRqGwCQpRS1ZRSHkAf4F+zd5RSDYD/YS1STlx2fRmllGfO195ACyDKBpnETfAp5sPPvX/m2Plj3Pb5bew+sbtAnnf14dW0+KIFCsXs+2ZT1L1ogTyvKBwupWcx7c+DtArxplGVMqbjCGFEQNmi9Gzoz8xN8Rw/l2o6zi3Jc6Gitc4EBgGLgD3AD1rr3Uqpt5RSf83ieR8oDvz4n2nIoUCkUmo7sAIYo7WWQsWAxn6NWfbwMlLSUmj2eTNm75mdb8+ltWbKpim0ndGWkp4lWfXoKgLLBObb84nC6dsNh0g+n84Q6aaIQm5g22CysrXDjlVxs8WDaK3nA/P/c91rl33d4Sr3WwvUsUUGkXctKrdgc8Rmev7Qk54/9OTlli/zVtu3cHWx3VLjqZmpPP3703y57Uu6hXTj23u+pbRXaZs9vhBg7aZM/eMgLYLLYala1nQcIYyqXK4o9zTwY+bGwzzdJojyJb1MR7opsjKt+Be/kn788cgfDGgwgHdWv8NdM+/i9KXTNnnshHMJ3D79dr7c9iWvtn6V3+7/TYoUkS++23iY5PNpDGkvM32EAOsMoMxszdQ/HG+1WilUxBU83Tz5NPxTpt4xlaUHl9L408bsOrErT4+56tAqGk1rRFRSFLN7z+attm/houTHT9heakYWU/84wG2B5WhSTbopQgBUKVeMu+v78e2GQ5xIcayxKvJOcRU//vgjYWFhuLi4EBkZedXjFi5cSI0aNQgODmbMmDEFmDD/PWF5ghX9VnAh4wLNPmvGlE1TOJpy9KYeI+5MHO+uepd2X7WjtFdpNg7YSI/QHvmUWAiYufEwSSlpDOkgY1OEuNygdsFkZGUzzcG6KlKoXEXt2rWZPXs2rVu3vuoxWVlZDBw4kAULFhAVFcXMmTOJinKuscB/jVupW6EuA+cPpNK4StT9pC4vLn6RxQcWcynj33Pzz6WdY+6+uQyaP4jqk6pTbUI1Xl7+Ml2Du7JxwEbZCVnkq7+6KU2rlZVVaIX4j2re1q7KNxsOOdQeQDYZTOuMQkOv/4a6ceNGgoODCQy0zljp06cPc+bMoVat/2515NgqlajE6sdWs+3YNpYcWMLig4uZtHESH677EE9XT1pXaU29CvVYn7ie9QnryczOpKh7UdpUbcPAxgPpGNSRUO9QWSNF5LvvN8Vz/FwaH91X33QUIezSoHbB/Lotkc9WHWREN8f4x1EKlTxITEwkIOCfte78/f3ZsGFDrsdOmzaNadOmAeCIK+u6KBca+jakoW9DhrUcxoX0C/x56E+WHFzC4gOLWXpwKQ19GzK0+VA6BXXiNv/b8HTzNB1bFCJpmVl8svIAjauW4TbppgiRq0Cf4oTXq8RX6w4R0TqQcsXt/+90oS5UOnTowLFjx664fvTo0XTv3j2Xe9y6iIgIIiIiALBYLDZ9bBOKeRSja0hXuoZ0BSAjK0N2OxZG/RCZwLFzqXxwbz3p3glxDYPahTBn+xE+XRXL8K41Tce5rkJdqCxdujRP9/fz8yM+/p/9GBMSEvDzu9Z+jM5LihRhUlpmFp+siKFRlTK0CJZuihDXEly+OHfVrcRX6+KIaB1I2WIepiNdkwymzYPGjRsTHR1NbGws6enpzJo1i/Dw8OvfUQhhUz9tTuDI2VSGtA+RbooQN+CZdsFcysjis1X2PwNICpWr+OWXX/D392fdunXccccddO7cGYAjR47QrVs3ANzc3Jg8eTKdO3cmNDSU3r17ExYWZjK2EIVOemY2U1YcoEHl0rQK8TYdRwiHEFKhBN3q+DJjbRynL6SbjnNNhfrUz7X06NGDHj2uXO+jUqVKzJ//z24B3bp1+7twEUIUvJ+3JJB45hKje9SWbooQN2FwuxB+33GUz1fH8mLnGqbjXJUUKgbExcXZ/YDapKQkfHx8TMfIV87+Gh3h9cXFxeXp/hlZ2Xy8IoZ6AaW5vbp9v1Yh7E2NiiXoVqci09fGMaBVNUoXtc+xKlKoGJCcnGw6wnVZLJZrrsjrDJz9NTr76wOYvSWBhNOXeLu7dFOEuBWD24cwf+cxvlgdy/Od7LOrImNUhBAOKSMrm8krYqjrX4o2NaSbIsStqFmxJF3CKvLlmjjOXswwHSdXUqgIIRzSL1sTiT91SWb6CJFHg9uHkJKWyRdrYk1HyZUUKiJXfy1O58yc/TU68+vLzBmbUtuvJO1qljcdRwiHVqtSSTrVqsAXa2I5l2p/XRUpVESunPlN7i/O/hqd+fX9uu0Ih05eZHA76aYIYQuD24eQkprJ9DVxpqNcQQoVIYRD+aubUsu3JB1rVTAdRwinUNuvFB1CK/D56lhS7KyrIoWKEMKh/LbjCLHJFxgsY1OEsKkh7UM4eymDGWvjTEf5FylUxFUNHTqUmjVrUrduXXr06MGZM2dMR7KJhQsXUqNGDYKDgxkzZozpODYVHx9P27ZtqVWrFmFhYUyYMMF0JJvKytZMWh5DzYol6CTdFCFsqo5/KdrVLM9nq2M5n5ZpOs7fpFARV9WxY0d27drFjh07qF69Ou+++67pSHmWlZXFwIEDWbBgAVFRUcycOZOoqCjTsWzGzc2NDz/8kKioKNavX8/HH3/sVK9v3o4jHEy6wJD2Ibi4SDdFCFsb0j6EMxftq6sihYq4qk6dOuHmZl0TsFmzZiQkJBhOlHcbN24kODiYwMBAPDw86NOnD3PmzDEdy2Z8fX1p2LAhACVKlCA0NJTExETDqWwjK1szcVk0NSqUoHNYRdNxhHBK9QJK06aGD5+tOsgFO+mqSKEibsgXX3xB165dTcfIs8TERAICAv6+7O/v7zRv5P8VFxfH1q1badq0qekoNvH7zqMcSLKOTZFuihD5Z0j7EE5fzOCrdYdMRwFkCf1Cr0OHDhw7duyK60ePHk337t3//trNzY2+ffsWdDxxi86fP0/Pnj0ZP348JUuWNB0nz7KzNZOWRRNSvjhda0s3RYj81KByGVpX9+HTVQd5+LYqFPM0WypIoVLILV269Jq3T58+nXnz5rFs2TKnmGHh5+dHfHz835cTEhLw8/MzmMj2MjIy6NmzJ3379uWee+4xHccm5u86SvSJ80y8v4F0U4QoAEPah9Dzk7V8s/4QT9weZDSLnPoRV7Vw4ULee+895s6dS9GiRU3HsYnGjRsTHR1NbGws6enpzJo1i/DwcNOxbEZrTf/+/QkNDeX55583HccmsnPGpgT5FOOOOr6m4whRKDSqUoZWId5M+/MgF9PNjlWRQkVc1aBBg0hJSaFjx47Ur1+fJ5980nSkPHNzc2Py5Ml07tyZ0NBQevfuTVhYmOlYNrNmzRq+/vprli9fTv369alfvz7z5883HStPFu4+xv7j5xncPgRX6aYIUWCGtA/h5IV0vl1/2GgOpbU2GuBWWCwW7ezb1wshrN2UbhNXkZ6VzZLnbpdCRYgC1vez9ew7dp5VL7WliIdrvj2PUmqz1tqS22026agopboopfYppWKUUsNzud1TKfV9zu0blFJVL7ttRM71+5RSnW2RRwjhHBZHHWPvsRSeaRcsRYoQBgxpX53k82l8t9FcVyXPhYpSyhX4GOgK1ALuV0rV+s9h/YHTWutg4CNgbM59awF9gDCgCzAl5/GEEIWc1poJy2Ko5l2Mu+pWMh1HiEKpSbWy3BZYjql/HCA1I8tIBlt0VJoAMVrrg1rrdGAW0P0/x3QHZuR8/RPQXlmnkHQHZmmt07TWsUBMzuMZkXw+jYysbFNPL4S4zJKo4+w5eo5BbYNxc5XhdEKYMrh9CEkpacw01FWxxW+/HxB/2eWEnOtyPUZrnQmcBcrd4H0LRMyJ87Qau4Jftjjn4l9COBKtNROXR1O1XFG615duihAm3RZUjibVyhrrqjjMvylKqQilVKRSKjIpKcnmjx/kU4zg8sWZvCJGuipCGLZszwl2JZ7jaemmCGEXXupcg2faheBiYD0tWyz4lggEXHbZP+e63I5JUEq5AaWAkzd4XwC01tOAaWCd9WOD3P+ilGJw+xAe/yqSOduO0KuRv62fQghxA6xjU6IJKFuEHg3yt8Hq7e1N1apV8/U5hHAEcXFxJCcnX/V2S9WyWKqWLcBE/7BFobIJCFFKVcNaZPQBHvjPMXOBfsA6oBewXGutlVJzge+UUuOASkAIsNEGmW5Jh9DyhFUqyeTl0dxdv5L8JyeEASv2nWBn4lnG9qyDez7/DlatWhVZ6kAIsFhynRlsF/L8VyBnzMkgYBGwB/hBa71bKfWWUuqvJT8/B8oppWKA54HhOffdDfwARAELgYFaazPDivmnqxJ38iJztx8xFUOIQktrzYSl0fiXKcI9Df/paj722GOUL1+e2rVrX/V+gwcPJjg4mLp167Jly5aCiiyEyGc2+XdFaz1fa11dax2ktR6dc91rWuu5OV+naq3v1VoHa62baK0PXnbf0Tn3q6G1XmCLPHnRMbQCNSuWYPLyGLKyHW8xPCEc2cr9SWxPOMvAtsH/6qY88sgjLFy48Kr3W7BgAdHR0URHRzNt2jSeeuqpgogrhCgAcm7jP1xcFEPah3Aw+QK/SVdFiALzVzfFr3QRejb89xix1q1bU7bs1c+Pz5kzh4cffhilFM2aNePMmTMcPXo0vyOLwigjw3SCQkcKlVx0DqtIjQolmLg8WroqQhSQP6OT2RZ/hqfbBuHhdnN/mhITEwkI+Gdcvr+/P4mJstSAsIH0dPjzT3jlFWjaFLy8oGZNGDwYfvsNUlJMJ3R6UqjkwsXFOlblYNIF5u2QrooQ+c3aTdlPpVJe3Nso4Pp3yINp06ZhsViwWCzkx1IHwsFpDfv2waRJcNddUK4c3H47jBkDbm7w/PMQGAiffQbh4VC2LLRuDaNGwcaNkGVsmKXTkkLlKrrWrkj1CsWZJGNVhMh3q2OS2XL4DE+1Db7pbgqAn58f8fH/rB2ZkJCAn1/uU5sjIiKIjIwkMjISHx+fW84snND583Dfff90TPbsgYcegl9+gZMnYc0aeP99mD8fTp+GZcvghRfgwgV49VVrx6VJEzh0yPQrcSpSqFyFi4vimXYhxJw4z/ydcq5biPzy19gU31Je9Lbc2vpF4eHhfPXVV2itWb9+PaVKlcLX19fGSYVTi4mBZs3g55/h9detl2NiYMoUuPtuKFXq38d7ekK7dtZOy+bNcPy4tcty4AA0agTLlxt5Gc5ICpVr6FbHl+DyxZm0PJps6aoIkS/WHThJ5KHTPNUmCE+33Pckvf/++7ntttvYt28f/v7+fP7550ydOpWpU6cC0K1bNwIDAwkODubxxx9nypQpBfkShKNbsAAaN4ajR2HRInjjDQgKurnHKF8e+ve3nv6pUAE6dYKPPrKeShJ5YosF35yWq4vimXbBDJm1jQW7jnFHXfkPTQhbG78smgolPeltufrYlJkzZ17zMZRSfPzxx7aOJpyd1vDuu9aBsnXrWk/xVKuWt8esXh3Wr4d+/azjWTZvhmnToGhR22QuhKSjch131q1EkE8x6aoIkQ/WHTjJxthTPHV7EF7uuXdThMgXKSnQqxeMHAl9+sDatXkvUv5SogT89JN1gO1330GLFhAXZ5vHLoSkULkO15yxKnuPpbA46pjpOEI4lQnL9lO+hCd9mlQ2HUUUJtHR1vEov/4KH34I335r+46Hi4u1CJo3D2JjwWKxDr4VN00KlRtwV71KBHoXY8KyGOmqCGEjGw6eZP3BUzwh3RRRkBIToVUr6+DXJUusp2fyc0fgbt1g0ybruJUuXaxrsoibIoXKDXB1UQxqF8yeo+dYsue46ThCOIUJy6LxLu5J36bSTREFJC3NerrnwgVrwdCuXcE8b0iI9dRSYCD07g1HZH2umyGFyg0Kr1eJquWKMnFZNFpGcQuRJ5viTrH2wEmevD1Quimi4Dz3nHWg65dfQq1aBfvcpUpZB+ueP28tltLTC/b5HZgUKjfIzdWFgW2D2X3kHEv3nDAdRwiHNmFpNN7FPejbtIrpKKKwmD4dPvkEXnrJWiiYUKuWtUhat85aNIkbIoXKTejRwI/KZYsyYdl+6aoIcYs2HzrF6phkIloHUsRDuimiAGzZAk8+aT3VM3q02Sz33gsvvmhdSG7GDLNZHIQUKjfBzdWFQW2D2ZV4juV7pasixK0YvzSacsU8eLCZdFNEATh5Eu65x7og26xZ1v16THv3XWjb1lo8bd1qOo3dk0LlJvVo6EdA2SJMkLEqQty0LYdPsyo6mcdbB1LUww7eMIRzy8qC+++3rjj7889gL3s7ublZiyZvb2sRdfKk6UR2TQqVm+Tu6sLANsHsSDjLyn2y86oQN2PC0mjKFvPgIemmiILw2mvWKcgff2xdIt+elC9vLZ6OHIEHHpBdl69BCpVbcE9Df/xKF2G8dFWEuGHb4s/wx/4kBrSqRjFP6aaIfPbrr/DOOzBggPXDHjVpApMmweLF1o0QRa6kULkFHm7WGUDb48/wZ3Sy6ThCOISJy6IpXdSdh2+rajqKcHaxsfDww9YuyqRJptNc2+OPWzczHD0a5s83ncYuSaFyi3o1snZVJiyVGUBCXM+OhDMs33uCx1sFUly6KSK/DRli3XDwp5/Ay8t0mmtTCiZPhrAwePppuHjRdCK7I4XKLfJwc+GpNkFsOXyG1THSVRHiWiYui6ZUEXcevk3Gpoh89ttv1o833oDKDrLqsZeXdRzNoUPWGUHiX6RQyYN7Lf74lvJiwlIZqyLE1exKPMvSPSfo37IaJbzcTccRzuziRRg82NqdGDzYdJqbc/vt0LcvvPeeddNE8TcpVPLA082Vp9oEEXnoNGsPyPQyIXIzYVk0Jb3ceKRFVdNRhLMbMwbi4qzdCXcHLIo/+MDaXXnmGeupKwFIoZJnvS0BVCjpKV0VIXKx+8hZlkQd57GW1Sgp3RSRn6KjYexYa1fi9ttNp7k1FSvCW2/BokXWfYEEIIVKnnm5u/LU7UFsjDvFuoPSVRHichOXRVPCy41HW1QzHUU4M62tXQgvL3j/fdNp8mbgQKhbF5591rrLs5BCxRb6NKlM+RLWrooQwmrP0XMs2n2cR1tUo1QR6aaIfPTLL9YuxFtvga+v6TR54+Zm3QcoPh5GjTKdxi5IoWIDXu6uPHl7EBtiT7FeuipCADndFE83+ks3ReSnCxes3Ye6da3dCGfQogU88gh8+CHs3Ws6jXFSqNjIA00r4yNdFSEA2HvsHAt2HeORFlUpVVS6KSIfjRpl7T58/LF9bDhoK2PHQrFiMGhQoR9Ym6dCRSlVVim1RCkVnfO5TC7H1FdKrVNK7VZK7VBK3XfZbdOVUrFKqW05H/XzksckL3dXnmgdyLqDJ9kYe8p0HCGMmrQshuKebvRvabtuysKFC6lRowbBwcGMGTPmitunT5+Oj48P9evXp379+nz22Wc2e25hp/butXYd+vWDli1Np7Gt8uWtq9UuWwY//GA6jVF57agMB5ZprUOAZTmX/+si8LDWOgzoAoxXSpW+7PahWuv6OR/b8pjHqL5Nq+Bd3JOJy6SrIgqv/cdTmL/rKP2aV6F0UQ+bPGZWVhYDBw5kwYIFREVFMXPmTKKioq447r777mPbtm1s27aNAfa6v4uwDa2t3YaiRa1rjzijJ56Ahg3h+echJcV0GmPyWqh0B2bkfD0DuPu/B2it92uto3O+PgKcAOxkr23bKuJh7aqsjklm8yHpqojCadLyGIq6uzKgZaDNHnPjxo0EBwcTGBiIh4cHffr0Yc6cOTZ7fOGAfvzR2m0YPdrafXBGrq7WgbVHjsCbb5pOY0xeC5UKWuujOV8fAypc62ClVBPAAzhw2dWjc04JfaSU8sxjHuP6NqtMuWIejJexKqIQijmRwrwdR3i4eVXKFLNNNwUgMTGRgICAvy/7+/uTmJh4xXE///wzdevWpVevXsTHx+f6WNOmTcNisWCxWEhKSrJZRlGAMjJgxAjrANonnzSdJn81bQqPPWbdXPHwYdNpjLhuoaKUWqqU2pXLR/fLj9PW1c6uOuJHKeULfA08qrXOzrl6BFATaAyUBYZd4/4RSqlIpVSkPf9xKerhRkTrQFZFJ7P50GnTcYQoUJOWx1DE3ZXHW9mum3Kj7rrrLuLi4tixYwcdO3akX79+uR4XERFBZGQkkZGR+Pg4ZXPX+X35JRw8aO2muLqaTpP/Xn/d+vmtt8zmMOS6hYrWuoPWunYuH3OA4zkFyF+FyIncHkMpVRL4HRiptV5/2WMf1VZpwJdAk2vkmKa1tmitLfb+x+XBZlUoV8yD9xftldVqRaGx5+g55m4/wsO3VaWsDbspAH5+fv/qkCQkJODn5/evY8qVK4enp7UpO2DAADZv3mzTDMJOpKbC229Ds2Zwxx2m0xSMypWtnaPp0wvlPkB5PfUzF/jr35Z+wBUnjZVSHsAvwFda65/+c9tfRY7COr5lVx7z2IVinm480y6Y9QdPsSpadlYWhcMHi/ZRwtONp24PsvljN27cmOjoaGJjY0lPT2fWrFmEh4f/65ijR4/+/fXcuXMJDQ21eQ5hB6ZOhYQEazdFKdNpCs6IEeDpad0VupDJa6EyBuiolIoGOuRcRillUUr9NTewN9AaeCSXacjfKqV2AjsBb8BpluG7v2ll/MsU4b1Fe8nOlq6KcG6b4k6xbO8JnmwTlC/rpri5uTF58mQ6d+5MaGgovXv3JiwsjNdee425c+cCMHHiRMLCwqhXrx4TJ05k+vTpNs8hDDt/Ht59F9q2hXbtTKcpWBUrWrcJmDkTdjnF//Q3TDniqQmLxaIjIyNNx7iu2VsSeP6H7Ux+oAF31q1kOo4Q+UJrzb1T13H41EX+GNqWIh6OM2bAYrHgCH9LRI5334WXX4a1a+G220ynKXinTkG1atYizcabFpr+XVBKbdZaW3K7TVamzUfd6/tRo0IJPly8n4ys7OvfQQgHtGLfCSIPnWZw+xCHKlKEgzlzxrpeyh13FM4iBaBsWXjhBfj1VyhEBbYUKvnI1UUxtHMNYpMv8ENk7lMlhXBkWdma9xbuo2q5otzXOOD6dxDiVo0bZy1W3n7bdBKznn0WypWDV14xnaTASKGSz9qHlsdSpQwTlkZzKT3LdBwhbGru9kT2HkvhhU41cHeVPycinyQlwUcfQa9e0KCB6TRmlSwJw4ZZd4tetcp0mgIhf1nymVKKYV1rciIljelr40zHEcJm0jOz+XDxfsIqleSOOr6m4whnNnYsXLxYaNcRucLAgdbBtSNHFooNC6VQKQCNq5alXc3yfLIyhrMXM0zHEcImZm48TMLpS7zUpSYuLoVomqgoWEeOWHdGfvBBkCnnVkWLWk/9rFoFS5aYTpPvpFApIEM71yAlLZOpfx64/sFC2LkLaZlMWh5Ns8CytA7xNh1HOLPRoyEz85/VWYXVgAHWheAKQVdFCpUCEupbku71KvHlmliOn0s1HUeIPPl8dSzJ59N5qUtNVGFadEsUrLg4+PRT6N8fAgt+Wwa75ulpLd4iI8HJN+iUQqUAPd+xBlnZmgnLCt8SyMJ5nLqQzrQ/D9I5rAINK5cxHUc4s7feAheXQjXD5aY8/DCEhMCrr0K28y6BIYVKAapcrigPNKnM95viiU2+YDqOELdkyooYLqZn8mKnGqajCGd24AB89ZV1jxt/f9Np7JObG7z5pnWl2p9/Np0m30ihUsAGtQvB082FDxfvMx1FiJuWeOYSX60/RM+G/oRUKGE6jnBmY8da34hfesl0EvvWuzdUr24dy+OkY1WkUClgPiU86d+yGvN2HGVX4lnTcYS4KROW7gcNz3asbjqKcGbx8dadgh97DCrJ9iPX5Opq3bBw+3b4/XfTafKFFCoGPN46kNJF3Rm7cK/pKELcsOjjKfy0OYGHbquCX+kipuMIZ/bBB9bugHRTbkzfvlClCowa5ZRdFSlUDCjp5c7ANsGsik5mbUyy6ThC3JAPFu+jqIcbA9sGm44inNnx4zBtGjz0EFStajqNY3B3h+HDYcMGWL7cdBqbk0LFkIduq4JvKS/GLtqHI+5gLQqXrYdPs2j3cSJaB1K2mIfpOMKZjRsH6enWN15x4x55BHx9rWNVnIwUKoZ4ubvyXIfqbI8/w6Ldx03HEeKqtNaMXbiXcsU86N+ymuk4wpmdOgVTpvwzQFTcOC8vGDoUVqyANWtMp7EpKVQMuqehH0E+xfhg8T4ys5x3DrxwbKuik1l/8BTPtAummKeb6TjCmU2cCOfPw8svm07imCIiwNvb6boqUqgY5ObqwtDONYg5cZ7ZWxNNxxHiCtnZmvcW7cW/TBHub1rZdBzhzM6dsxYq3btDnTqm0zimYsXguedgwQLYssV0GpuRQsWwzmEVqRdQmvFL9pOakWU6jhD/8vvOo+xKPMfzHavj6eZqOo5wZp98AqdPW/euEbdu4EAoVcqpuipSqBimlGJYlxocOZvKN+sPmY4jxN8ysrL5cPE+alYsQff6fqbjCGd28SJ8+CF06gSNG5tO49hKlYJnnoHZs2H3btNpbEIKFTvQPMibViHefLwihnOpGabjCAHAD5HxxJ28yNDONXB1kY0HRT767DNISpI9fWxlyBDraaB33zWdxCakULETL3WuyemLGXz250HTUYTgUnoWE5ZGY6lShnY1y5uOA8DChQupUaMGwcHBjBkz5orb09LSuO+++wgODqZp06bExcUVfEhx89LS4L33oHVraNXKdBrn4O1t3SNp5kzrnkkOTgoVO1HHvxR31PXls9WxJKWkmY4jCrnpa+M4kZLGsK41Ucp8NyUrK4uBAweyYMECoqKimDlzJlFRUf865vPPP6dMmTLExMTw3HPPMWzYMENpxU356itITJSxKbb2wgvWheByKeodjRQqduSFjtVJy8xm8vJo01FEIXb2YgafrIyhXc3yNK5a1nQcADZu3EhwcDCBgYF4eHjQp08f5syZ869j5syZQ79+/QDo1asXy5Yty/tiiufPw38KImFDmZnW0xONG0PHjqbTOBdfXxgwAGbMsO6d5MCkULEjgT7F6W0J4LuNhzl88qLpOKKQ+uSPA6SkZTK0cw3TUf6WmJhIQEDA35f9/f1JTEy86jFubm6UKlWKkydP5u2Jw8OhZ0/IlnWO8sXMmRAba+2m2EHnzum89JJ175/33zedJE+kULEzz3YIwUUpPlq633QUUQgdO5vKl2tiubu+H6G+JU3HyRfTpk3DYrFgsVhISkq69sFPPAF791pnUAjbys6Gd96xrply112m0zinypWtHZWhQ00nyRMpVOxMhZJePNqiGr9uS2TP0XOm44hCZuLyaLK15rkO9rV8uZ+fH/GXta8TEhLw8/O76jGZmZmcPXuWcuXKXfFYERERREZGEhkZiY+Pz7WfuFcv61LuTrorrVGzZ1uLwJEjwUXeivLNAw/AZd1IRyQ/HXboqduDKOHpxgeL9pmOIgqR2OQLfL8pngeaVKZyuaKm4/xL48aNiY6OJjY2lvT0dGbNmkV4ePi/jgkPD2fGjBkA/PTTT7Rr1y7vA4FdXWHECNi+HebPz9tjiX9obS3+qle3FoNCXIMUKnaoVFF3nmwTxLK9J9gUd8p0HFFIfLB4H55uLgxqF2I6yhXc3NyYPHkynTt3JjQ0lN69exMWFsZrr73G3LlzAejfvz8nT54kODiYcePG5TqF+Zb07QtVqsDbb0tXxVbmz7cWfyNGWItBIa5B5WVUvFKqLPA9UBWIA3prrU/nclwWsDPn4mGtdXjO9dWAWUA5YDPwkNY6/XrPa7FYdGRk5C3ndgSX0rO4/f0VVC5blB+fvM0upogK57Uz4Sx3TV7NM+2CeaGT/QyizW8Wi4Ub+lvyySfw9NOwdCm0b5//wZyZ1nDbbXDsGERHW6fQCuNu+HchnyilNmutLbndlteOynBgmdY6BFiWczk3l7TW9XM+Lu/XjgU+0loHA6eB/nnM4zSKeLgypEMIkYdOs3zvCdNxhJN7b9FeyhR15/HWgaaj2KdHH7VO93Si/VOMWb4cNmyA4cOlSBE3JK+FSndgRs7XM4C7b/SOytoiaAf8dCv3Lwx6WwKoWq4o7y3cR1a2tJxF/lgbk8yq6GQGtg2mpJe8ceTKy8s6c2LFClizxnQaxzZ6tLXoe+QR00mEg8hroVJBa3005+tjQIWrHOellIpUSq1XSt2dc1054IzWOjPncgIgO59dxt3VhRc61WDf8RRmb0kwHUc4oaxszZiFe/Et5cWDzaqYjmPfIiKsS5NLV+XWrV1rLfaGDrUWf0LcgOsWKkqppUqpXbl8dL/8OG0d7HK1f/ur5Jx7egAYr5QKutmgSqmInGIn8rprHziRO+r40qByacYs2MuZi9cdviPETflu42F2JJzlpS418HKXQY3XVKwYPPccLFgAW7aYTuOYRo+2FnsREaaTCAdy3UJFa91Ba107l485wHGllC9AzudcB1NorRNzPh8EVgINgJNAaaWUW85h/kBibvfPue80rbVFa2257toHTsTFRTH67jqcuZTB2IV7TccRTuRESirvLdxL86By3F1fmpk3ZOBAKFVKuiq3YssW62yf556zFn1C3KC8nvqZC/TL+bofMOe/ByilyiilPHO+9gZaAFE5HZgVQK9r3V9ArUoleaxFVWZujCdSpisLGxk1bw9pGdm8fXdtmVV2o0qVgmeesS5Wtnu36TSOZfRo6/dv4EDTSYSDyWuhMgboqJSKBjrkXEYpZVFKfZZzTCgQqZTajrUwGaO1/muXr2HA80qpGKxjVj7PYx6n9WyH6lQq5cXIX3aRkSX7joi8+XN/EnO3H+GpNkEE+RQ3HcexDBli7Qi8+67pJI5j925rcTd4sLVYEeIm5KlQ0Vqf1Fq311qH5JwiOpVzfaTWekDO12u11nW01vVyPn9+2f0Paq2baK2Dtdb3aq3T8vZynFcxTzfe7F6bfcdT+Hx1rOk4woGlZmTx6pxdVPMuxlNtbnq4mPD2hqeesm6oFxNjOo1jePdda3E3ZIjpJMIBycq0DqRjrQp0rFWB8Uv3E39KdlcWt2bKihgOnbzI291rywDaW/X889Y1QGy1+q0zi4mxFnVPPQW57L0kxPVIoeJg3ggPw0UpXp+7m7ysKiwKp5gT5/nkjwPcXb8SLUO8TcdxXL6+MGAAfPUVHDpkOo19GzPGWtS98ILpJMJBSaHiYPxKF+G5DtVZvvcEi3YfMx1HOBCtNa/8upMi7q6MvKOW6TiOb9gwUMq6B5DIXXQ0TJ8OTzwBFSuaTiMclBQqDujRFlUJ9S3JG3OjOJ+Wef07CAHM3pLI+oOnGNa1Jj4lPE3HcXwBAfDkk9Y34uho02ns0xtvgKendfNBIW6RFCoOyM3VhXd61OZ4SirjFu83HUc4gDMX0xk9fw8NKpfm/saVTcdxHiNGgIeH9Q1Z/NuuXdaxKc88I90UkSdSqDioBpXL8ECTykxfG8uuxLOm4wg7N2bBXs5eyuCdHnVwcZE1U2ymYkXrlNuZM61vzOIfr70GJUrASy+ZTiIcnBQqDuylLjUpW8yTkb/slE0LxVVtijvFrE3x9G9ZjVDfkqbjOJ+XXrK+Ib/2mukk9iMyEn75xTqAtmxZ02mEg5NCxYGVKuLOq3eGsj3hLN9ukJkH4koZWdmM/GUnfqWL8GyHENNxnFPZstbpyr/8Yn2DFvDqq9apyM8+azqJcAJSqDi48HqVaBnszfsL93HiXKrpOMLOfLYqlv3Hz/NGeBhFPdyufwdxa557zvrG/MorppOYt3o1LFxonRVVUjp4Iu+kUHFwSinevrs2aVnZvDUv6vp3EIVG/KmLTFi2n045CwWKfFSypPWNedEiWLXKdBpztIaRI61jd2RPH2EjUqg4gWrexRjYJph5O47yx/4k03GEHdBa89qcXbgoxRvhYabjFA4DB1rfoF95xfqGXRgtWQJ//mn9HhQtajqNcBJSqDiJJ9sEEuhTjFd/3UVqRpbpOMKwhbuOsWJfEs93rE6l0kVMxykciha1dhP+/BOWLjWdpuBpbS1QKle2rtorhI1IoeIkPN1cGXV3bQ6fusjk5bJRWmF2Pi2TN37bTahvSR5pXtV0nMLl8cetb9QjRxa+rsrcubBpE7z+unWRNyFsRAoVJ9I8yJt7Gvjxvz8PEHMixXQcYciHi/dxIiWNd3rUxs3V8X/FT506RceOHQkJCaFjx46cPn061+NcXV2pX78+9evXJzw8vIBT5vD0tL5Rb9pkfeMuLLKzrTN9QkLg4YdNpxFOxvH/iol/efmOUIp6uDHyl12yaWEhtCvxLDPWxtG3aWUaVC5jOo5NjBkzhvbt2xMdHU379u0Zc5Udi4sUKcK2bdvYtm0bc00WCQ8/bH3DfvVV6xt4YfDDD7BzJ7z5JrjJ7DJhW1KoOBnv4p4M71qTDbGn+Glzguk4ogBlZWte/mUnZYt5MrRzTdNxbGbOnDn069cPgH79+vHrr7+aDXQ9bm7WN+ydO+H7702nyX8ZGdYuUp06cN99ptMIJySFihO6zxKApUoZ3pm/h9MX0k3HEQXkm/WH2JFwllfvDKVUEXfTcWzm+PHj+Pr6AlCxYkWOHz+e63GpqalYLBaaNWt2zWJm2rRpWCwWLBYLSUn5NEvuvvugfn3rqrXnz+fPc9iLiRNh/3545x1wkbcUYXvyU+WEXFwUo3rUJiU1k3cX7DEdRxSA4+dSeX/RPlqFeBNer5LpODetQ4cO1K5d+4qPOXPm/Os4pRRK5b5X0aFDh4iMjOS7777j2Wef5cCBA7keFxERQWRkJJGRkfj4+Nj8tQDWN+yPP4aEBHj77fx5DnuQmGjdkPHOO60fQuQDOZnopGpWLEn/VtX43x8H6dUogCbVZL8NZ/bWvCjSs7J5u3vtq76R27Ol15jOW6FCBY4ePYqvry9Hjx6lfPnyuR7n5+cHQGBgIG3atGHr1q0EBQXlS94b0rw5PPoojBsHjzwCoaHmsuSXF16AzEyYMMF0EuHEpKPixIa0D8GvdBFG/rKT9MxCMqivEFq57wS/7zjKoLbBVPUuZjqOzYWHhzNjxgwAZsyYQffu3a845vTp06SlpQGQnJzMmjVrqFWrVoHmzNXYsdYNCwcOdL7pysuWWcfgjBgBgYGm0wgnJoWKEyvq4cZb3cOIPnGeT1cdNB1H5IPUjCxenbOLQJ9iPHG7c75ZDB8+nCVLlhASEsLSpUsZPnw4AJGRkQzIWVhsz549WCwW6tWrR9u2bRk+fLh9FCo+PtaxGytWONfA2vR0a/EVFGQdhyNEPpJTP06ufWgFuoRVZOKyaO6qW4nK5WRZa2cyaXk08acu8d3jTfF0czUdJ1+UK1eOZcuWXXG9xWLhs88+A6B58+bs3LmzoKPdmMcfh88/t+6w3K2bc2zUN24c7NsH8+eDl5fpNMLJSUelEHg9vBZuLorX5sraKs4k+ngK0/48yD0N/Wge5G06jrgaV1eYMgWOHbNOW3Z0hw9bBwjffTd07Wo6jSgEpFApBHxLFeH5TjVYuS+JBbuOmY4jbEBrzchfdlHUw42XuznhIE1n07ixtbMyYYJ1fRVH9txz1vE248ebTiIKCSlUCol+t1UhrFJJ3vxtNympGabjiDz6cXMCG+NOMaJrTbyLy74qDuGdd6B0acceWLtwIcyebd18sEoV02lEISGFSiHh5urCOz3qcCIljVd+lVNAjiwu+QKj5kVhqVKG3pYA03HEjSpXzjoLaNUq+OYb02luXmoqPPMMVK9unZYsRAGRQqUQqRdQmhc6VmfOtiN8tirWdBxxC86nZfL4V5G4uCjG9a6Pi4vjrZlSqD36KDRrBi++CGfOmE5zc95/H2JiYPJk2R1ZFCgpVAqZgW2D6Vq7Iu8u2MOq6HxaPlzki+xszfPfb+NA0nkm399QZnA5or9WrE1Otm5a6ChiY62nru69Fzp2NJ1GFDJ5KlSUUmWVUkuUUtE5n6/YrlUp1VYpte2yj1Sl1N05t01XSsVedlv9vOQR16eU4oN761G9QgkGfbeVQycvmI4kbtCk5TEsjjrOy91CaRkis3wcVsOGMGiQtTNhcpfnG5Waat27yN3dOi1ZiAKW147KcGCZ1joEWJZz+V+01iu01vW11vWBdsBFYPFlhwz963at9bY85hE3oJinG9MesqAURHy1mQtpmaYjietYvPsYHy3dzz0N/OjfsprpOCKvxo6FRo3goYcgOtp0mmsbPBg2bYKvvgJ/f9NpRCGU10KlOzAj5+sZwN3XOb4XsEBrfTGPzyvyqHK5oky+vyHRJ1J44YftZGfL4Fp7FX08hee+30Zd/1K8c08dh9zLR/yHlxf8/LO1S9Gjh/3usPzZZ/Dpp/Dyy9Z1U4QwIK+FSgWt9dGcr48BFa5zfB9g5n+uG62U2qGU+kgpJSO0ClDLEG9e7hbKwt3H+HhFjOk4IhdnL2UQ8fVmini4MvXBRni5O+fqs4VSlSowaxbs2QMDBtjflOVNm6xTqTt1grfeMp1GFGLXLVSUUkuVUrty+fjXzmDaOt/1qr9pSilfoA6w6LKrRwA1gcZAWWDYNe4foZSKVEpFJiXJIFBb6d+yGj0a+PHhkv0sjTpuOo64TFa2ZvDMrSScvsgnDzaiUukipiMJW+vQAUaPtu4DZE8LqCUlQc+e4OsL331nXV1XCEOuW6horTtorWvn8jEHOJ5TgPxViJy4xkP1Bn7RWv+92pjW+qi2SgO+BJpcI8c0rbVFa23x8fG50dcnrkMpxbv31KGOXyme/X4bMSdSTEcSOT5YvI8/9ifxRngYjauWNR1H5Jdhw6ynf4YOhZUrTaeBzEzo08darMyebV3/RQiD8nrqZy7QL+frfsCcaxx7P/857XNZkaOwjm/Zlcc84hZ4ubvyv4ca4eXuwuNfbebsJVm51rTfth/hk5UHuL9JZfo2lRVAnZpSMH06hIRYZ9ckJJjNM3IkLF8On3xinaEkhGF5LVTGAB2VUtFAh5zLKKUsSqnP/jpIKVUVCAD++M/9v1VK7QR2At7AqDzmEbeoUukiTOnbiPhTF3l21layZHCtMbuPnGXoT9uxVCnDm+FhpuOIglCypLV7cfEi9OoFaWlmcvz0E7z3Hjz5JDzyiJkMQvxHngoVrfVJrXV7rXVIzimiUznXR2qtB1x2XJzW2k9rnf2f+7fTWtfJOZX0oNbaToe+Fw5NqpXljfAwVuxL4sPF+0zHKZROXUgn4qvNlC7iwZQHG+LhJmsyFhqhodbOyoYN8OyzBf/8e/b8s3KuPY2XEYWe/BUU//Jgsyrc36QyU1YeYN6OI6bjFCoZWdkM/HYLSefT+N9DjShfwst0JFHQevaEl16CqVOtuxRnFtAaR5GR1tk9RYtauyqyRL6wI1KoiCu8GR5GoyplGPrjDqKOnDMdp9AY/fse1h08ybs96lAvoLTpOMKUd96xLrI2fry1eMjvWY4zZkDLltaZPYsWgZ9f/j6fEDdJChVxBQ83Fz55sCGlirgT8XUkpy6km47k9H6MjGf62jgea1GNno1k9c9CzdUVJkywFhBr14LFAlu22P55MjKsuyE/8gi0aGHtqtSvb/vnESKPpFARuSpfwov/PdSIEylpDPpuC5lZ2de/k7gl2+LPMPLXXTQPKsfL3WqajiPsxcMPw5o11oXgWrSAb76x3WMfPw7t21v3G3rhBWsnxVv2jxL2SQoVcVX1AkrzTo86rD1wknfm7zUdxymdOJfKE19HUr6EJ5MfaIibq/xKiss0agSbN1sHuD70kHXcSkYelw/YtMnapYmMhG+/hQ8+ADc32+QVIh/IX0VxTb0a+fNoi6p8sSaWnzcbXt/ByaRlZvHkN5s5dymTTx+2ULaYh+lIdunHH38kLCwMFxcXIiMjr3rcwoULqVGjBsHBwYwZM6YAE+YzHx9YvNg6E+ivcSuHDt3846SnW/fuadXKWpisXQsPPGDrtELYnBQq4rpGdguleVA5Rvyyk23xZ0zHcQpaa96Yu5sth8/wwb31CPUtaTqS3apduzazZ8+mdevWVz0mKyuLgQMHsmDBAqKiopg5cyZRUVEFmDKfubvDRx9ZdzBevx6qVoVatazFy/z5cOHClffR2jrleOJEuPNOKFsWHn/cOnBWxqMIByKFirguN1cXJj/QkPIlPHny682cSEk1HcnhfbPhMDM3xjOwbRB31PU1HceuhYaGUqNGjWses3HjRoKDgwkMDMTDw4M+ffowZ861Fsp2UA89BLt3W0/XVK4M//sf3HEHlCkDbdvCu+9ax7L072+9vVYtGDIE9u+Hfv1gzhxYuFCWxRcORQoVcUPKFvNg2kMWzl7K4KlvtpCeKYNrb9XG2FO8OXc3bWv48HzHa78BixuTmJhIQEDA35f9/f1JTEw0mCgfBQZaB8AuXAinT8OSJdbOyunT8PLL1mJm9mxo2tRayBw8aC1UPv4YwsNlPIpwOPITK25YrUolef/eugz6biuvz93Nu/fUMR3J4Rw5c4mnv91M5bJFmXB/A1xdlOlIdqFDhw4cO3bsiutHjx5N9+7dc7nHrZs2bRrTpk0DwOF3Yvfysu7A3KGDden748chMRHq1pWCRDgN+UkWN+XOupWIOnKOKSsPEFapJA82kw3zblRqRhYRX0eSmpHNrAgLJb3cTUeyG0uXLs3T/f38/IiPj//7ckJCAn5XWbgsIiKCiIgIACwWS56e1+5UqGD9EMKJyKkfcdNe6FSDNjV8eGPublbuO2E6jkNIz8zmhR+3s/vIOcbfV5/g8sVNR3IqjRs3Jjo6mtjYWNLT05k1axbh4eGmYwkhbEAKFXHTXF0UE/o0ILh8cR6bvomPV8SQLbstX9XRs5fo/b91/L7jKMO71KRDLfmP92b88ssv+Pv7s27dOu644w46d+4MwJEjR+jWrRsAbm5uTJ48mc6dOxMaGkrv3r0JC5Odp4VwBkprx3uDsVgs+lrrKYiCcSEtk+Gzd/Lb9iN0CK3Ah73rUaqInM643NqYZJ6ZuZW0zGze71WXrnVkho89sVgs11ybRYjCwvTvglJqs9Y613OxMkZF3LJinm5M7FOfhpVLM/r3PXSfvJpPHmwka4JgXSflkz8O8MGifQT5FGfqQ40I8pHTPfYmLi7O7sepJCUl4ePjYzpGvnH21weO8Rrj4uJMR7gq6agIm4iMO8XT327hXGoG795Thx4NCu/GeudSM3jhh+0siTrOnXV9GduzLsU85X8CcWtM/6eb35z99UHheI15da2OioxRETZhqVqWeYNbUte/NM99v53X5uwqlGut7D12jvBJq1mx9wSv3VmLSfc3kCJFCCHyQAoVYTPlS3jx7YCmPN6qGl+tO8R909Zx9Owl07EKzK9bE+nx8VoupmcxM6IZj7WshlKyTooQQuSFFCrCptxdXRh5Ry2m9G3I/mMp3DlxNWtjkk3Hylfpmdm8PmcXz36/jTr+pZg3uCWNq5Y1HUs4ib/WfHFWzv76oHC8xvwkY1REvok5cZ4nv9nMwaTzDO1ckydvD3S6DsPRs5cY+O0Wthw+w4CW1RjWtSburlL/CyHEzZAxKsKI4PLFmTOwBV3r+DJ24V6e/GYz51IzTMeymbUHkrlr0mr2HUvh4wca8sqdtaRIEUIIG5O/qiJfFfN0Y/L9DXjljlCW7jlB98lr2HcsxXSsPNFaM/WPAzz42QZKFXFnzqAWsgOyEELkEylURL5TSjGgVSAzH2/G+bRM7v54DXO2OebOtimp1t2jxyzYS9favswZ1JLg8iVMxxJObujQodSsWZO6devSo0cPzpw5YzqSTSxcuJAaNWoQHBzMmDFjTMexqfj4eNq2bUutWrUICwtjwoQJpiM5LBmjIgrUiXOpDPpuKxvjTvFI86q83C0UDzfHqJf3H0/hya83c+jURUZ0rUl/mdUjCsjixYtp164dbm5uDBs2DICxY8caTpU3WVlZVK9enSVLluDv70/jxo2ZOXMmtWrVMh3NJo4ePcrRo0dp2LAhKSkpNGrUiF9//dVpXp+tyRgVYTfKl/Ti28eb0r9lNaavjaPPtHUcO5tqOtZ1zdmWSPfJa0hJy+S7AU0Z0Mr5BgYL+9WpUyfc3Kzr8TRr1oyEhATDifJu48aNBAcHExgYiIeHB3369GHOnDmmY9mMr68vDRs2BKBEiRKEhoaSmOiYnWTTpFARBc7d1YVX76zF5AcasPdYCndOWsW6AydNx8pVemY2b8zdzZBZ26jtV5Lfn2lJ08BypmOJQuyLL76ga9eupmPkWWJiIgEBAX9f9vf3d9o38ri4OLZu3UrTpk1NR3FIsmSmMObOupWoUaEET36zmQc/30CXsIq0DPGmZbA3AWWLGsuVnpnN1sOnWXPgJIt2HWPf8RQea1GNEd1k6rHIPx06dODYsWNXXD969Gi6d+/+99dubm707du3oOOJW3T+/Hl69uzJ+PHjKVlS9kG7FVKoCKNCKpRgzqCWvLdwL4t2H+P3nUcBqFy2KC2CrUVL86BylCnmkW8ZtNbsPZbCmphkVsckszH2FBfTs3BRUNe/NB8/0FBm9Yh8t3Tp0mvePn36dObNm8eyZcuc4rSjn58f8fHxf19OSEjAz8/PYCLby8jIoGfPnvTt25d77rnHdByHJYNphd3QWnMg6Tyro5NZc+Ak6w+cJCUtE6UgrFLJvwuXxlXL4uXumqfnSjxziTXR1sJk7YFkks+nAxDkU4wWwd60CPamWWA5ShVxt8VLEyJPFi5cyPPPP88ff/xh97vw3qjMzEyqV6/OsmXL8PPzo3Hjxnz33XeEhYWZjmYTWmv69etH2bJlGT9+vOk4du9ag2nzVKgope4F3gBCgSZa61yrB6VUF2AC4Ap8prUek3N9NWAWUA7YDDyktU6/3vNKoVI4ZGZlsyPx7N8FxZbDp8nI0ni4uWCpUubvwqW2XylcXa79H+bZixmsO2h9nDUxJ4lNvgCATwlPWuYUJi2Cy+FbqkhBvDQhbkpwcDBpaWmUK2cdH9WsWTOmTp1qOFXezZ8/n2effZasrCwee+wxRo4caTqSzaxevZpWrVpRp04dXFysp4zfeecdunXrZjiZfcrPQiUUyAb+B7yYW6GilHIF9gMdgQRgE3C/1jpKKfUDMFtrPUspNRXYrrX+5HrPK4VK4XQxPZONsadyTtGcZM/RcwCU9HKjeZA3LXLGt1QtV5S0zGy2HDqdU5gkszPxLNkainm40iywnLXICfEmpHxxp2ijCyGEI7tWoZKnMSpa6z05T3Ctw5oAMVrrgznHzgK6K6X2AO2AB3KOm4G1O3PdQkUUTkU93GhTozxtapQHIPl8GmsPnPy747Jwt3UgYsWSXpy+mE5aZjZuLooGlUszuH0ILYO9qRdQWgbECiGEAymIwbR+QPxllxOAplhP95zRWmdedv1VR1IppSKACIDKlSvnT1LhULyLexJerxLh9SqhtebQyYusjklmQ+wpfIp70jKkHE2qlaO4p4wZF0IIR3Xdv+BKqaVAxVxuGqm1LrDVebTW04BpYD31U1DPKxyDUoqq3sWo6l2MB5tVMR1HCCGEjVy3UNFad8jjcyQCAZdd9s+57iRQWinlltNV+et6IYQQQgigYFam3QSEKKWqKaU8gD7AXG0dxbsC6JVzXD/AedZPFkIIIUSe5alQUUr1UEolALcBvyulFuVcX0kpNR8gp1syCFgE7AF+0FrvznmIYcDzSqkYrGNWPs9LHiGEEEI4F1nwTQghhBBGye7JQgghhHBIUqgIIYQQwm5JoSKEEEIIuyWFihBCCCHslhQqQgghhLBbUqgIIYQQwm5JoSKEEEIIuyWFihBCCCHslhQqQgghhLBbDrkyrVIqCThkOIY3kGw4g72T79G1yffn+uR7dH3yPbo2+f5cnz18j6porX1yu8EhCxV7oJSKvNpyv8JKvkfXJt+f65Pv0fXJ9+ja5Ptzffb+PZJTP0IIIYSwW1KoCCGEEMJuSaFy66aZDuAA5Ht0bfL9uT75Hl2ffI+uTb4/12fX3yMZoyKEEEIIuyUdFSGEEELYLSlU8kAp9bZSaodSaptSarFSqpLpTPZEKfW+UmpvzvfoF6VUadOZ7I1S6l6l1G6lVLZSym5H3Rc0pVQXpdQ+pVSMUmq46Tz2SCn1hVLqhFJql+ks9kgpFaCUWqGUisr5HRtiOpO9UUp5KaU2KqW253yP3jSdKTdy6icPlFIltdbncr4eDNTSWj9pOJbdUEp1ApZrrTOVUmMBtNbDDMeyK0qpUCAb+B/wotY60nAk45RSrsB+oCOQAGwC7tdaRxkNZmeUUq2B88BXWuvapvPYG6WUL+Crtd6ilCoBbAbulp+jfyilFFBMa31eKeUOrAaGaK3XG472L9JRyYO/ipQcxQCp+i6jtV6stc7Mubge8DeZxx5prfdorfeZzmFnmgAxWuuDWut0YBbQ3XAmu6O1/hM4ZTqHvdJaH9Vab8n5OgXYA/iZTWVftNX5nIvuOR929z4mhUoeKaVGK6Xigb7Aa6bz2LHHgAWmQwiH4AfEX3Y5AXmDEXmglKoKNAA2GI5id5RSrkqpbcAJYInW2u6+R1KoXIdSaqlSalcuH90BtNYjtdYBwLfAILNpC971vj85x4wEMrF+jwqdG/keCSHyh1KqOPAz8Ox/uuAC0Fpnaa3rY+14N1FK2d1pRDfTAeyd1rrDDR76LTAfeD0f49id631/lFKPAHcC7XUhHRB1Ez9DwioRCLjssn/OdULclJxxFz8D32qtZ5vOY8+01meUUiuALoBdDdCWjkoeKKVCLrvYHdhrKos9Ukp1AV4CwrXWF03nEQ5jExCilKqmlPIA+gBzDWcSDiZnoOjnwB6t9TjTeeyRUsrnr9mYSqkiWAew2937mMz6yQOl1M9ADayzNg4BT2qt5T+/HEqpGMATOJlz1XqZFfVvSqkewCTABzgDbNNadzYayg4opboB4wFX4Aut9WizieyPUmom0AbrzrfHgde11p8bDWVHlFItgVXATqx/owFe1lrPN5fKviil6gIzsP6euQA/aK3fMpvqSlKoCCGEEMJuyakfIYQQQtgtKVSEEEIIYbekUBFCCCGE3ZJCRQghhBB2SwoVIYQQQtgtKVSEEEIIYbekUBFCCCGE3ZJCRQghhBB26//3d4CO0YOXxwAAAABJRU5ErkJggg==\n",
      "text/plain": [
       "<Figure size 648x432 with 3 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "import numpy as np\n",
    "import matplotlib.pyplot as plt\n",
    "\n",
    "x = np.linspace(-np.pi,np.pi,25)\n",
    "y = np.sin(x)\n",
    "fig = plt.figure(figsize=(9,6)) # 创建视图\n",
    "\n",
    "plt.plot(x,y)\n",
    "\n",
    "# 嵌套方式一，axes轴域（横纵坐标范围），子视图\n",
    "# 'C', 'SW', 'S', 'SE', 'E', 'NE', ...\n",
    "ax = plt.axes([0.2,0.55,0.3,0.3],anchor ='NE' ) # 参数含义[left, bottom, width, height]\n",
    "ax.plot(x,y,color = 'g')\n",
    "\n",
    "# 嵌套方式二\n",
    "ax = fig.add_axes([0.55,0.2,0.3,0.3]) # 使用视图对象添加子视图\n",
    "ax.plot(x,y,color = 'r')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4a1c4488",
   "metadata": {},
   "source": [
    "### 双轴布局"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 152,
   "id": "f09a6d07",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T14:08:51.131560Z",
     "start_time": "2022-05-09T14:08:50.873520Z"
    }
   },
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 648x432 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x = np.linspace(-np.pi,np.pi,100)\n",
    "y1 = np.sin(x)\n",
    "y2 = np.exp(x)\n",
    "\n",
    "plt.figure(figsize=(9,6))\n",
    "plt.rcParams['font.size'] = 20\n",
    "\n",
    "ax1 = plt.gca()\n",
    "ax1.plot(x,y2,color = 'green')\n",
    "ax1.set_xlabel('time(s)')\n",
    "ax1.set_ylabel('exp',color =  'green')\n",
    "\n",
    "ax2 = ax1.twinx() # 共用X轴\n",
    "ax2.plot(x,y1,color = 'red')\n",
    "ax2.set_ylabel('sin',color = 'red')\n",
    "plt.tight_layout() # 紧凑布局，保存内容全部显现\n",
    "plt.savefig('./双轴布局.png',dpi = 100)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "12378127",
   "metadata": {
    "ExecuteTime": {
     "end_time": "2022-05-09T14:16:25.577996Z",
     "start_time": "2022-05-09T14:16:25.560660Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.        , 0.12822827, 0.25645654, 0.38468481, 0.51291309,\n",
       "       0.64114136, 0.76936963, 0.8975979 , 1.02582617, 1.15405444,\n",
       "       1.28228272, 1.41051099, 1.53873926, 1.66696753, 1.7951958 ,\n",
       "       1.92342407, 2.05165235, 2.17988062, 2.30810889, 2.43633716,\n",
       "       2.56456543, 2.6927937 , 2.82102197, 2.94925025, 3.07747852,\n",
       "       3.20570679, 3.33393506, 3.46216333, 3.5903916 , 3.71861988,\n",
       "       3.84684815, 3.97507642, 4.10330469, 4.23153296, 4.35976123,\n",
       "       4.48798951, 4.61621778, 4.74444605, 4.87267432, 5.00090259,\n",
       "       5.12913086, 5.25735913, 5.38558741, 5.51381568, 5.64204395,\n",
       "       5.77027222, 5.89850049, 6.02672876, 6.15495704, 6.28318531])"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linspace(0,2*np.pi,50)"
   ]
  },
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   "id": "9b3dda53",
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     "start_time": "2022-05-09T14:16:34.927127Z"
    }
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "3.141592653589793"
      ]
     },
     "execution_count": 155,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.pi"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "0b1f18fd",
   "metadata": {},
   "outputs": [],
   "source": []
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